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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

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The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Marine Pollution Bulletin
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Retraction
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

910 results · 1 filter active ·
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20012025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
910 works in the cohort · of 4,299,418page 5 of 19

Labels cover 0 of 910 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 910 of 910 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Field test of beach litter assessment by commercial aerial drone
Hoi‐Shing Lo, Leung-Chun Wong, Shu-Hin Kwok, Beverly Hoi-Ki Po, Chun‐Yuen Wong, N.F.Y. Tam +1 more
2020· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
54
citations
affno abstractunlabeled
The biodegradation of crude oil in the deep ocean
Roger C. Prince, Gordon W. Nash, Stephen J. Hill
2016· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
53
citations
affno abstractunlabeled
Underwater noise from airplanes: An overlooked source of ocean noise
Christine Erbe, Rob Williams, Miles Parsons, I Gede Hendrawan, I Made Iwan Dewantama
2018· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
50
citations
affno abstractunlabeled
Detection of macroalgae blooms by complex SAR imagery
Hui Shen, William Perrie, Qing‐Rong Liu, Yijun He
2013· article· en· Marine Pollution Bulletin· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
48
citations
affno abstractunlabeled
The problem with indices
Roger Green, Peter M. Chapman
2011· editorial· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
45
citations
affno abstractunlabeled
Modelling oil plumes from subsurface spills
R. W. Lardner, George Zodiatis
2017· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
45
citations
affno abstractunlabeled
Modeling oil weathering and transport in sea ice
Mawuli Afenyo, Faisal Khan, Brian Veitch, Ming Yang
2016· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
44
citations
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